A strong reading comprehension ability is not only one of the cornerstones of a successful education but also a crucial skill for various aspects of our daily lives, both in the workplace and personal life. Nonetheless, text comprehension is a complex cognitive task that can prove challenging and frustrating for many children with learning disabilities. In this paper, we introduce an Natural Language Processing (NLP)-powered reading comprehension interface to explore the potential of modern NLP techniques in hybrid therapeutic practices, aiming to make the rehabilitation of text comprehension difficulties more accessible, automatic, multi-modal, and truly inclusive for students with special educational needs and disabilities in presence or at a distance. Our contributions are twofold. Firstly, drawing inspiration from psycho-linguistic theories, we have designed, together with speech and language therapists, an NLP-powered reading comprehension interface as a proof of concept for the treatment of reading comprehension. Secondly, we have deployed and evaluated our proof of concept in a general public setting and initiated the evaluation of our preliminary results in a clinical setting.
A Reading Comprehension Interface for Students with Learning Disorders / Galletti, Martina; Pasqua, Eleonora; Bianchi, Francesca; Calanca, Manuela; Padovani, Francesca; Nardi, Daniele; Tomaiuoli, Donatella. - (2023), pp. 282-287. (Intervento presentato al convegno 25th International Conference on Multimodal Interaction tenutosi a Paris; France) [10.1145/3610661.3616176].
A Reading Comprehension Interface for Students with Learning Disorders
Galletti, Martina
;Pasqua, Eleonora
;Nardi, Daniele
;Tomaiuoli, Donatella
2023
Abstract
A strong reading comprehension ability is not only one of the cornerstones of a successful education but also a crucial skill for various aspects of our daily lives, both in the workplace and personal life. Nonetheless, text comprehension is a complex cognitive task that can prove challenging and frustrating for many children with learning disabilities. In this paper, we introduce an Natural Language Processing (NLP)-powered reading comprehension interface to explore the potential of modern NLP techniques in hybrid therapeutic practices, aiming to make the rehabilitation of text comprehension difficulties more accessible, automatic, multi-modal, and truly inclusive for students with special educational needs and disabilities in presence or at a distance. Our contributions are twofold. Firstly, drawing inspiration from psycho-linguistic theories, we have designed, together with speech and language therapists, an NLP-powered reading comprehension interface as a proof of concept for the treatment of reading comprehension. Secondly, we have deployed and evaluated our proof of concept in a general public setting and initiated the evaluation of our preliminary results in a clinical setting.File | Dimensione | Formato | |
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Note: https://dl.acm.org/doi/pdf/10.1145/3610661.3616176
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